‼️BREAKING: a tiny lab in Tokyo just built a model that matches the performance of Fable and Mythos.
the numbers are real too - 54.2 on SWE-Pro, 95.1 on GPQA-D, 93.2 on LiveCodeBench v6. it edges out Opus, Gemini 3.1, and GPT 5.4 on each one and because it’s just coordinating existing models, it delivers Mythos-class capability with zero export control risk.
seems like another lab is breathing on Anthropic’s neck again.
‘Fugu Ultra’ is also available to use in codex.
Are you not entertained yet?
HOW DOES THIS QUANT BOT PRINT $10,561 IN PROFIT PER DAY
+$401,307 PnL in one month on Polymarket
Only on short crypto “Up or Down” markets
On Feb 16, this wallet switched to a market-making style using Bayesian + Kelly + Stoikov pricing rule
P(H|D) = P(D|H) · P(H) / P(D)
Bayesian is used to update the bot’s internal probability faster than the market updates its odds
Wallet using this model:https://t.co/pP89HqvPrm
r = s - qγσ²(T - t) - Stoikov is used to manage quoting and inventory risk
f = (bp - q) / b* - Kelly is used to size the position
This is why an arbitrage bot is not just “buying both sides”. It is a stack of models that mathematically estimates edge, sizes positions, and manages risk in real time
This is how these formulas work:
$4,508.76 → $11,293.72 (+150.48%)
$3,043.75 → $9,212.02 (+202.65%)
$6,695.96 → $12,473.57 (+86.28%)
Claude tells me: this is the basic set of every arbitrage strategy
CLAUDE CODE but for HACKING
its called shannon, you point it at website and it just... tries to break in... fully autonomous with no human needed
i pointed it at a test app and it stole the entire user database, created admin accounts, and bypassed login, all by itself, in 90 minutes
@cryptoquant_com@IT_Tech_PL This is a consequence to the large BTC coinbase movement wich happened around November 21 that’s why the 30 Dma is still that high.
A 100% open-source alternative to n8n!
Sim is a drag-and-drop UI for creating powerful AI agent workflows:
- Runs locally on your machine
- Works with local LLMs
I built a stock market research agent & connected it to Telegram in minutes.
Here's a step-by-step guide:
ElevenLabs has officially LOST to Open-Source
ResembleAI allows you to clone ANY voice without verification using on 5-10 seconds of audio, and dominates on paralinguistic tags for human-like expressions.
Most "fast" text-to-speech models sound robotic. Most "quality" TTS models are slow. None incorporate authentication at a foundational level. @resembleai solved all three.
Chatterbox Turbo delivers:
🟢<150ms time-to-first-sound
🟢State-of-the-art quality that beats larger proprietary models
🟢Natural, programmable expressions
🟢Zero-shot voice cloning with just 5 seconds of audio
🟢PerTh watermarking for authenticated and verifiable audio
🟢Open source – full transparency, no black boxes
Try it on HuggingFace: https://t.co/cPXPQyPrRN
Build production-ready real-time voice AI agents!
TEN is an open-source framework for building multimodal, conversational AI systems that run in real time.
It handles the full real-time loop for voice interactions with audio input, ASR, LLM, TTS, streaming, and tool calls working together at low latency.
You can swap models, customize logic, or assemble pipelines from simple flows to full voice agents.
You can swap components, scale them independently, and also get the flexibility to choose the transport you want, using WebSocket for fast prototyping and RTC for low-latency production.
Key Features:
• Real-time voice pipelines built on a modular actor framework
• Plug-and-play ASR, LLM, TTS, and tool components
• Full multimodal support including text, audio, and vision
• Built-in orchestration for conversational flows and custom logic
• Multi-language support, Python, Node.js, C++, Go
It's 100% Open Source
I’ve shared the link to the guide on building a a Live2D voice assistant with real-time lip sync and the GitHub repo in the comments!
bouncer at a strip club taught me more about sales than any course
$300K/year
works 4 nights a week
no degree
barely speaks English
watched him turn away a bachelor party of 12 guys
"sorry full tonight"
(club was half empty)
they begged
offered $500 to get in
he said $1,000
they paid
i asked him after:
"bro it was empty why'd you do that"
he looked at me like i was stupid
"if i let them in easy, they spend $200
if i make them pay to enter, they spend $2,000
they already decided the night is expensive
so they act expensive"
tested this on consulting:
before: "$5K for the project"
response: "let me think about it"
after: "i'm at capacity but let me see if i can move things around"
[wait 3 days]
"ok i can fit you in but it's $8K because of the rush"
close rate went from 34% to 71%
the lesson:
people don't value what comes easy
make them work for access
then charge more for the privilege
scarcity isn't a tactic
it's a filter
use it
the market simply has not awakened to the fact that the fastest companies in history to reach $100m are mostly in crypto, and most of those are on solana